{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "11xi8CRmVA1d"
   },
   "source": [
    "Deep Learning Models -- A collection of various deep learning architectures, models, and tips for TensorFlow and PyTorch in Jupyter Notebooks.\n",
    "- Author: Sebastian Raschka\n",
    "- GitHub Repository: https://github.com/rasbt/deeplearning-models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2889,
     "status": "ok",
     "timestamp": 1525034072517,
     "user": {
      "displayName": "Sebastian Raschka",
      "photoUrl": "//lh6.googleusercontent.com/-cxK6yOSQ6uE/AAAAAAAAAAI/AAAAAAAAIfw/P9ar_CHsKOQ/s50-c-k-no/photo.jpg",
      "userId": "118404394130788869227"
     },
     "user_tz": 240
    },
    "id": "WuXDfh6UVA1g",
    "outputId": "80c92b95-76aa-444e-9aa3-9bcf5d000a6e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka \n",
      "\n",
      "CPython 3.6.8\n",
      "IPython 7.2.0\n",
      "\n",
      "torch 1.0.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a 'Sebastian Raschka' -v -p torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Cii2luqnVA1s"
   },
   "source": [
    "- Runs on CPU (not recommended here) or GPU (if available)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EYAtjwgyVA1t"
   },
   "source": [
    "# Model Zoo -- Convolutional Autoencoder with Nearest-neighbor Interpolation (Trained on CelebA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Ke9a_LDUVA1v"
   },
   "source": [
    "A convolutional autoencoder using nearest neighbor upscaling layers that compresses 128*128*3=49,152 pixel face images to an intermediate 1000-pixel representation (~50x reduction!). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1iZAQwueVA1x"
   },
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "CO_0yUH6VA1z"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "from torch.utils.data import Dataset\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import transforms\n",
    "\n",
    "\n",
    "if torch.cuda.is_available():\n",
    "    torch.backends.cudnn.deterministic = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "uhGdecraVA1-"
   },
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "sxaXYk5cVA2A"
   },
   "source": [
    "### Downloading the Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "T05ELUTiVA2B"
   },
   "source": [
    "Note that the ~200,000 CelebA face image dataset is relatively large (~1.3 Gb). The download link provided below was provided by the author on the official CelebA website at http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1) Download and unzip the file `img_align_celeba.zip`, which contains the images in jpeg format.\n",
    "\n",
    "2) Download the `list_eval_partition.txt` file, which contains  training/validation/test partitioning info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preparing the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Partition</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filename</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000001.jpg</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000002.jpg</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000003.jpg</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000004.jpg</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000005.jpg</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Partition\n",
       "Filename             \n",
       "000001.jpg          0\n",
       "000002.jpg          0\n",
       "000003.jpg          0\n",
       "000004.jpg          0\n",
       "000005.jpg          0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.read_csv('list_eval_partition.txt', sep=\"\\s+\", skiprows=0, header=None)\n",
    "df2.columns = ['Filename', 'Partition']\n",
    "df2 = df2.set_index('Filename')\n",
    "\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.loc[df2['Partition'] == 0].to_csv('celeba-train.csv')\n",
    "df2.loc[df2['Partition'] == 1].to_csv('celeba-valid.csv')\n",
    "df2.loc[df2['Partition'] == 2].to_csv('celeba-test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(218, 178, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = Image.open('img_align_celeba/000001.jpg')\n",
    "print(np.asarray(img, dtype=np.uint8).shape)\n",
    "plt.imshow(img);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Z1zF9mPwVA2P"
   },
   "source": [
    "### Create a Custom Data Loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "fV2cRUDx7mqz"
   },
   "outputs": [],
   "source": [
    "class CelebaDataset(Dataset):\n",
    "    \"\"\"Custom Dataset for loading CelebA face images\"\"\"\n",
    "\n",
    "    def __init__(self, csv_path, img_dir, transform=None):\n",
    "    \n",
    "        df = pd.read_csv(csv_path, index_col=0)\n",
    "        self.img_dir = img_dir\n",
    "        self.csv_path = csv_path\n",
    "        self.img_names = df.index.values\n",
    "        self.transform = transform\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        img = Image.open(os.path.join(self.img_dir,\n",
    "                                      self.img_names[index]))\n",
    "        \n",
    "        if self.transform is not None:\n",
    "            img = self.transform(img)\n",
    "        \n",
    "        return img\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.img_names.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note that transforms.ToTensor()\n",
    "# already divides pixels by 255. internally\n",
    "\n",
    "custom_transform = transforms.Compose([transforms.CenterCrop((178, 178)),\n",
    "                                       transforms.Resize((128, 128)),\n",
    "                                       #transforms.Grayscale(),                                       \n",
    "                                       #transforms.Lambda(lambda x: x/255.),\n",
    "                                       transforms.ToTensor()])\n",
    "\n",
    "train_dataset = CelebaDataset(csv_path='celeba-gender-train.csv',\n",
    "                              img_dir='img_align_celeba/',\n",
    "                              transform=custom_transform)\n",
    "\n",
    "BATCH_SIZE=128\n",
    "\n",
    "\n",
    "train_loader = DataLoader(dataset=train_dataset,\n",
    "                          batch_size=BATCH_SIZE,\n",
    "                          shuffle=True,\n",
    "                          num_workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wHRUkZFFVA2T"
   },
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 330,
     "status": "ok",
     "timestamp": 1525034084237,
     "user": {
      "displayName": "Sebastian Raschka",
      "photoUrl": "//lh6.googleusercontent.com/-cxK6yOSQ6uE/AAAAAAAAAAI/AAAAAAAAIfw/P9ar_CHsKOQ/s50-c-k-no/photo.jpg",
      "userId": "118404394130788869227"
     },
     "user_tz": 240
    },
    "id": "KthquBjBVA2V",
    "outputId": "4014037d-f8b6-4dcc-e6ec-9db4e4cd38fd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Device: cuda:2\n"
     ]
    }
   ],
   "source": [
    "##########################\n",
    "### SETTINGS\n",
    "##########################\n",
    "\n",
    "# Device\n",
    "device = torch.device(\"cuda:2\" if torch.cuda.is_available() else \"cpu\")\n",
    "print('Device:', device)\n",
    "\n",
    "# Hyperparameters\n",
    "random_seed = 123\n",
    "learning_rate = 1e-4\n",
    "num_epochs = 20"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "pnSfNaJrVA2Z"
   },
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "aKDo_CM9-5eL"
   },
   "outputs": [],
   "source": [
    "class AutoEncoder(nn.Module):\n",
    "    def __init__(self, in_channels, dec_channels, latent_size):\n",
    "        super(AutoEncoder, self).__init__()\n",
    "        \n",
    "        self.in_channels = in_channels\n",
    "        self.dec_channels = dec_channels\n",
    "        self.latent_size = latent_size\n",
    "\n",
    "        ###############\n",
    "        # ENCODER\n",
    "        ##############\n",
    "        self.e_conv_1 = nn.Conv2d(in_channels, dec_channels, \n",
    "                                  kernel_size=(4, 4), stride=(2, 2), padding=1)\n",
    "        self.e_bn_1 = nn.BatchNorm2d(dec_channels)\n",
    "\n",
    "        self.e_conv_2 = nn.Conv2d(dec_channels, dec_channels*2, \n",
    "                                  kernel_size=(4, 4), stride=(2, 2), padding=1)\n",
    "        self.e_bn_2 = nn.BatchNorm2d(dec_channels*2)\n",
    "\n",
    "        self.e_conv_3 = nn.Conv2d(dec_channels*2, dec_channels*4, \n",
    "                                  kernel_size=(4, 4), stride=(2, 2), padding=1)\n",
    "        self.e_bn_3 = nn.BatchNorm2d(dec_channels*4)\n",
    "\n",
    "        self.e_conv_4 = nn.Conv2d(dec_channels*4, dec_channels*8, \n",
    "                                  kernel_size=(4, 4), stride=(2, 2), padding=1)\n",
    "        self.e_bn_4 = nn.BatchNorm2d(dec_channels*8)\n",
    "\n",
    "        self.e_conv_5 = nn.Conv2d(dec_channels*8, dec_channels*16, \n",
    "                                  kernel_size=(4, 4), stride=(2, 2), padding=1)\n",
    "        self.e_bn_5 = nn.BatchNorm2d(dec_channels*16)\n",
    "       \n",
    "        self.e_fc_1 = nn.Linear(dec_channels*16*4*4, latent_size)\n",
    "\n",
    "        ###############\n",
    "        # DECODER\n",
    "        ##############\n",
    "        \n",
    "        self.d_fc_1 = nn.Linear(latent_size, dec_channels*16*4*4)\n",
    "\n",
    "        self.d_conv_1 = nn.Conv2d(dec_channels*16, dec_channels*8, \n",
    "                                  kernel_size=(4, 4), stride=(1, 1), padding=0)\n",
    "        self.d_bn_1 = nn.BatchNorm2d(dec_channels*8)\n",
    "\n",
    "        self.d_conv_2 = nn.Conv2d(dec_channels*8, dec_channels*4, \n",
    "                                  kernel_size=(4, 4), stride=(1, 1), padding=0)\n",
    "        self.d_bn_2 = nn.BatchNorm2d(dec_channels*4)\n",
    "\n",
    "        self.d_conv_3 = nn.Conv2d(dec_channels*4, dec_channels*2, \n",
    "                                  kernel_size=(4, 4), stride=(1, 1), padding=0)\n",
    "        self.d_bn_3 = nn.BatchNorm2d(dec_channels*2)\n",
    "\n",
    "        self.d_conv_4 = nn.Conv2d(dec_channels*2, dec_channels, \n",
    "                                  kernel_size=(4, 4), stride=(1, 1), padding=0)\n",
    "        self.d_bn_4 = nn.BatchNorm2d(dec_channels)\n",
    "        \n",
    "        self.d_conv_5 = nn.Conv2d(dec_channels, in_channels, \n",
    "                                  kernel_size=(4, 4), stride=(1, 1), padding=0)\n",
    "        \n",
    "        \n",
    "        # Reinitialize weights using He initialization\n",
    "        for m in self.modules():\n",
    "            if isinstance(m, torch.nn.Conv2d):\n",
    "                nn.init.kaiming_normal_(m.weight.detach())\n",
    "                m.bias.detach().zero_()\n",
    "            elif isinstance(m, torch.nn.ConvTranspose2d):\n",
    "                nn.init.kaiming_normal_(m.weight.detach())\n",
    "                m.bias.detach().zero_()\n",
    "            elif isinstance(m, torch.nn.Linear):\n",
    "                nn.init.kaiming_normal_(m.weight.detach())\n",
    "                m.bias.detach().zero_()\n",
    "\n",
    "\n",
    "    def encode(self, x):\n",
    "        \n",
    "        #h1\n",
    "        x = self.e_conv_1(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True)\n",
    "        x = self.e_bn_1(x)\n",
    "        \n",
    "        #h2\n",
    "        x = self.e_conv_2(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True)    \n",
    "        x = self.e_bn_2(x)     \n",
    "\n",
    "        #h3\n",
    "        x = self.e_conv_3(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True) \n",
    "        x = self.e_bn_3(x)\n",
    "        \n",
    "        #h4\n",
    "        x = self.e_conv_4(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True) \n",
    "        x = self.e_bn_4(x)\n",
    "        \n",
    "        #h5\n",
    "        x = self.e_conv_5(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True) \n",
    "        x = self.e_bn_5(x)        \n",
    "        \n",
    "        #fc\n",
    "        x = x.view(-1, self.dec_channels*16*4*4)\n",
    "        x = self.e_fc_1(x)\n",
    "        return x\n",
    "\n",
    "    def decode(self, x):\n",
    "        \n",
    "        # h1\n",
    "        #x = x.view(-1, self.latent_size, 1, 1)\n",
    "        x = self.d_fc_1(x)\n",
    "        \n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True)  \n",
    "        x = x.view(-1, self.dec_channels*16, 4, 4) \n",
    "\n",
    "        \n",
    "        # h2\n",
    "        x = F.interpolate(x, scale_factor=2)\n",
    "        x = F.pad(x, pad=(2, 1, 2, 1), mode='replicate')\n",
    "        x = self.d_conv_1(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True)\n",
    "        x = self.d_bn_1(x)\n",
    "        \n",
    "        # h3\n",
    "        x = F.interpolate(x, scale_factor=2)\n",
    "        x = F.pad(x, pad=(2, 1, 2, 1), mode='replicate')\n",
    "        x = self.d_conv_2(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True)\n",
    "        x = self.d_bn_2(x)\n",
    "        \n",
    "        # h4\n",
    "        x = F.interpolate(x, scale_factor=2)\n",
    "        x = F.pad(x, pad=(2, 1, 2, 1), mode='replicate')\n",
    "        x = self.d_conv_3(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True)\n",
    "        x = self.d_bn_3(x)  \n",
    "\n",
    "        # h5\n",
    "        x = F.interpolate(x, scale_factor=2)\n",
    "        x = F.pad(x, pad=(2, 1, 2, 1), mode='replicate')\n",
    "        x = self.d_conv_4(x)\n",
    "        x = F.leaky_relu(x, negative_slope=0.2, inplace=True)\n",
    "        x = self.d_bn_4(x)\n",
    "        \n",
    "        \n",
    "        # out\n",
    "        x = F.interpolate(x, scale_factor=2)\n",
    "        x = F.pad(x, pad=(2, 1, 2, 1), mode='replicate')\n",
    "        x = self.d_conv_5(x)\n",
    "        x = torch.sigmoid(x)\n",
    "        \n",
    "        return x\n",
    "\n",
    "    def forward(self, x):\n",
    "        z = self.encode(x)\n",
    "        decoded = self.decode(z)\n",
    "        return z, decoded"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PfAT3P8_VA2e"
   },
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 1224
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10453399,
     "status": "ok",
     "timestamp": 1525044538453,
     "user": {
      "displayName": "Sebastian Raschka",
      "photoUrl": "//lh6.googleusercontent.com/-cxK6yOSQ6uE/AAAAAAAAAAI/AAAAAAAAIfw/P9ar_CHsKOQ/s50-c-k-no/photo.jpg",
      "userId": "118404394130788869227"
     },
     "user_tz": 240
    },
    "id": "rbZ8ploO_JW2",
    "outputId": "42e24455-31a2-425b-fea4-599e7cc144d3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load autoencoder_i_20_cuda:2.pt\n",
      "Total Training Time: 0.00 min\n"
     ]
    }
   ],
   "source": [
    "##########################\n",
    "### TRAINING\n",
    "##########################\n",
    "\n",
    "epoch_start = 1\n",
    "\n",
    "\n",
    "torch.manual_seed(random_seed)\n",
    "model = AutoEncoder(in_channels=3, dec_channels=32, latent_size=1000)\n",
    "model = model.to(device)\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n",
    "\n",
    "\n",
    "################## Load previous\n",
    "# the code saves the autoencoder\n",
    "# after each epoch so that in case\n",
    "# the training process gets interrupted,\n",
    "# we will not have to start training it\n",
    "# from scratch\n",
    "files = os.listdir()\n",
    "\n",
    "for f in files:\n",
    "    if f.startswith('autoencoder_i_') and f.endswith('.pt'):\n",
    "        print('Load', f)\n",
    "        epoch_start = int(f.split('_')[-2]) + 1\n",
    "        model.load_state_dict(torch.load(f))\n",
    "        break\n",
    "##################\n",
    "\n",
    "start_time = time.time()\n",
    "for epoch in range(epoch_start, num_epochs+1):\n",
    "    \n",
    "    \n",
    "    for batch_idx, features in enumerate(train_loader):\n",
    "\n",
    "        # don't need labels, only the images (features)\n",
    "        features = features.to(device)\n",
    "        \n",
    "        ### FORWARD AND BACK PROP\n",
    "        latent_vector, decoded = model(features)\n",
    "        cost = F.mse_loss(decoded, features)\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        cost.backward()\n",
    "        \n",
    "        ### UPDATE MODEL PARAMETERS\n",
    "        optimizer.step()\n",
    "        \n",
    "        ### LOGGING\n",
    "        if not batch_idx % 500:\n",
    "            print ('Epoch: %03d/%03d | Batch %04d/%04d | Cost: %.4f' \n",
    "                   %(epoch, num_epochs, batch_idx, \n",
    "                     len(train_loader), cost))\n",
    "\n",
    "    print('Time elapsed: %.2f min' % ((time.time() - start_time)/60))\n",
    "        \n",
    "    # Save model\n",
    "    if os.path.isfile('autoencoder_i_%d_%s.pt' % (epoch-1, device)):\n",
    "        os.remove('autoencoder_i_%d_%s.pt' % (epoch-1, device))\n",
    "    torch.save(model.state_dict(), 'autoencoder_i_%d_%s.pt' % (epoch, device))\n",
    "    \n",
    "print('Total Training Time: %.2f min' % ((time.time() - start_time)/60))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OBO9L5FnVA2h"
   },
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 323
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3782,
     "status": "ok",
     "timestamp": 1525044542253,
     "user": {
      "displayName": "Sebastian Raschka",
      "photoUrl": "//lh6.googleusercontent.com/-cxK6yOSQ6uE/AAAAAAAAAAI/AAAAAAAAIfw/P9ar_CHsKOQ/s50-c-k-no/photo.jpg",
      "userId": "118404394130788869227"
     },
     "user_tz": 240
    },
    "id": "UpJLf9FnVqSw",
    "outputId": "121c6c55-6171-4b1b-c6ea-5a199abb4bc5"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "model = AutoEncoder(in_channels=3, dec_channels=32, latent_size=1000)\n",
    "model = model.to(device)\n",
    "model.load_state_dict(torch.load('autoencoder_i_20_%s.pt' % device))\n",
    "model.eval()\n",
    "torch.manual_seed(random_seed)\n",
    "\n",
    "for batch_idx, features in enumerate(train_loader):\n",
    "    features = features.to(device)\n",
    "    logits, decoded = model(features)\n",
    "    break\n",
    "\n",
    "\n",
    "\n",
    "##########################\n",
    "### VISUALIZATION\n",
    "##########################\n",
    "\n",
    "n_images = 5\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, ncols=n_images, \n",
    "                         sharex=True, sharey=True, figsize=(18, 5))\n",
    "orig_images = features.detach().cpu().numpy()[:n_images]\n",
    "orig_images = np.moveaxis(orig_images, 1, -1)\n",
    "\n",
    "decoded_images = decoded.detach().cpu().numpy()[:n_images]\n",
    "decoded_images = np.moveaxis(decoded_images, 1, -1)\n",
    "\n",
    "\n",
    "for i in range(n_images):\n",
    "    for ax, img in zip(axes, [orig_images, decoded_images]):\n",
    "        ax[i].axis('off')\n",
    "        ax[i].imshow(img[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numpy       1.15.4\n",
      "pandas      0.23.4\n",
      "PIL.Image   5.3.0\n",
      "torch       1.0.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%watermark -iv"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "default_view": {},
   "name": "autoencoder-conv-2.ipynb",
   "provenance": [],
   "version": "0.3.2",
   "views": {}
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
